{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e64b5738",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "05b7972e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sgg_oid</th>\n",
       "      <th>jibun</th>\n",
       "      <th>bchk</th>\n",
       "      <th>pnu</th>\n",
       "      <th>col_adm_se</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201793</td>\n",
       "      <td>18-54 공</td>\n",
       "      <td>1</td>\n",
       "      <td>1121510200100180054</td>\n",
       "      <td>11215</td>\n",
       "      <td>POLYGON ((207056.900 550304.134, 207056.161 55...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>83707</td>\n",
       "      <td>135-19도</td>\n",
       "      <td>1</td>\n",
       "      <td>1121510200101350019</td>\n",
       "      <td>11215</td>\n",
       "      <td>POLYGON ((207250.092 550332.795, 207255.628 55...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>83772</td>\n",
       "      <td>135-35대</td>\n",
       "      <td>1</td>\n",
       "      <td>1121510200101350035</td>\n",
       "      <td>11215</td>\n",
       "      <td>POLYGON ((207267.052 550312.245, 207272.349 55...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>83473</td>\n",
       "      <td>143대</td>\n",
       "      <td>1</td>\n",
       "      <td>1121510200101430000</td>\n",
       "      <td>11215</td>\n",
       "      <td>POLYGON ((207122.576 550390.448, 207132.447 55...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>92539</td>\n",
       "      <td>553-59도</td>\n",
       "      <td>1</td>\n",
       "      <td>1121510500105530059</td>\n",
       "      <td>11215</td>\n",
       "      <td>POLYGON ((205770.324 548585.328, 205772.210 54...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sgg_oid    jibun bchk                  pnu col_adm_se   \n",
       "0   201793  18-54 공    1  1121510200100180054      11215  \\\n",
       "1    83707  135-19도    1  1121510200101350019      11215   \n",
       "2    83772  135-35대    1  1121510200101350035      11215   \n",
       "3    83473     143대    1  1121510200101430000      11215   \n",
       "4    92539  553-59도    1  1121510500105530059      11215   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((207056.900 550304.134, 207056.161 55...  \n",
       "1  POLYGON ((207250.092 550332.795, 207255.628 55...  \n",
       "2  POLYGON ((207267.052 550312.245, 207272.349 55...  \n",
       "3  POLYGON ((207122.576 550390.448, 207132.447 55...  \n",
       "4  POLYGON ((205770.324 548585.328, 205772.210 54...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ= gpd.GeoDataFrame.from_file('./LSMD_CONT_LDREG_서울_광진구/LSMD_CONT_LDREG_11215.shp', encoding='cp949')\n",
    "map_GJ.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fef55619",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n"
     ]
    }
   ],
   "source": [
    "print(map_GJ.crs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "88fac004",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\bbcc6\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\pyproj\\crs\\crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n"
     ]
    }
   ],
   "source": [
    "map_GJ.set_crs(epsg=5186, inplace=True)\n",
    "map_GJ = map_GJ.to_crs(epsg=4326)\n",
    "map_GJ = map_GJ.to_crs({'init':'epsg:4326'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ec33fee1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([201793,  83707,  83772, ...,  94140,  94141, 232881], dtype=int64)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ['sgg_oid'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7a12cfca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['18-54 공', '135-19도', '135-35대', ..., '721-1도', '721도', '680-1 도'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ['jibun'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0d8d1f34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['1', '9', '8', '0', '3'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ['bchk'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ce0df571",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['1121510200100180054', '1121510200101350019',\n",
       "       '1121510200101350035', ..., '1121510500107210001',\n",
       "       '1121510500107210000', '1121510300106800001'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ['pnu'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "78286b8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['11215'], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ['col_adm_se'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "eb15926c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<GeometryArray>\n",
       "[<POLYGON ((127.08 37.552, 127.08 37.552, 127.08 37.552, 127.08 37.552, 127.0...>,\n",
       " <POLYGON ((127.082 37.552, 127.082 37.552, 127.082 37.552, 127.082 37.552, 1...>,\n",
       " <POLYGON ((127.082 37.552, 127.082 37.552, 127.082 37.552, 127.082 37.552, 1...>,\n",
       " <POLYGON ((127.081 37.553, 127.081 37.553, 127.081 37.553, 127.081 37.553, 1...>,\n",
       " <POLYGON ((127.065 37.537, 127.065 37.537, 127.065 37.537, 127.065 37.537, 1...>,\n",
       " <POLYGON ((127.079 37.558, 127.079 37.558, 127.079 37.558, 127.079 37.558, 1...>,\n",
       " <POLYGON ((127.085 37.548, 127.086 37.548, 127.086 37.548, 127.086 37.548, 1...>,\n",
       " <POLYGON ((127.087 37.549, 127.087 37.549, 127.087 37.549, 127.087 37.549, 1...>,\n",
       " <POLYGON ((127.088 37.549, 127.088 37.549, 127.088 37.549, 127.088 37.549, 1...>,\n",
       " <POLYGON ((127.087 37.549, 127.087 37.549, 127.087 37.549, 127.087 37.549, 1...>,\n",
       " ...\n",
       " <POLYGON ((127.083 37.535, 127.083 37.535, 127.084 37.535, 127.084 37.534, 1...>,\n",
       " <POLYGON ((127.064 37.534, 127.064 37.534, 127.064 37.534, 127.064 37.534, 1...>,\n",
       "     <POLYGON ((127.072 37.535, 127.072 37.535, 127.072 37.535, 127.072 37.535))>,\n",
       " <POLYGON ((127.083 37.535, 127.083 37.535, 127.083 37.535, 127.083 37.535, 1...>,\n",
       " <POLYGON ((127.079 37.534, 127.079 37.534, 127.079 37.534, 127.079 37.534, 1...>,\n",
       " <POLYGON ((127.065 37.534, 127.065 37.534, 127.065 37.534, 127.065 37.534, 1...>,\n",
       " <POLYGON ((127.08 37.534, 127.08 37.534, 127.081 37.534, 127.081 37.534, 127...>,\n",
       "     <POLYGON ((127.082 37.534, 127.082 37.534, 127.082 37.534, 127.082 37.534))>,\n",
       " <POLYGON ((127.083 37.534, 127.083 37.534, 127.083 37.534, 127.083 37.534, 1...>,\n",
       " <POLYGON ((127.082 37.545, 127.082 37.545, 127.082 37.545, 127.082 37.545, 1...>]\n",
       "Length: 32687, dtype: geometry"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ['geometry'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f34c62c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "map_GJ.convex_hull.plot(color='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6df95050",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\bbcc6\\AppData\\Local\\Temp\\ipykernel_34492\\2194975933.py:2: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  map_GJ.geometry.area.head()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0    9.436958e-09\n",
       "1    1.576060e-09\n",
       "2    8.276792e-09\n",
       "3    2.549337e-08\n",
       "4    2.170979e-08\n",
       "dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#넓이\n",
    "map_GJ.geometry.area.head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5062dccd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\bbcc6\\AppData\\Local\\Temp\\ipykernel_34492\\1146559104.py:2: UserWarning: Geometry is in a geographic CRS. Results from 'length' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  map_GJ.geometry.length.head()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0    0.000955\n",
       "1    0.000305\n",
       "2    0.000413\n",
       "3    0.000637\n",
       "4    0.002056\n",
       "dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#테두리 길이\n",
    "map_GJ.geometry.length.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b76a333c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"127.0794326686258 37.552091782773054 0.0004457069600647401 0.0001969040637135322\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,75.10438046960982)\"><polyline fill=\"none\" stroke=\"#66cc99\" stroke-width=\"8.914139201294801e-06\" points=\"127.07986186792067,37.55223120980644 127.0798534979887,37.5522246651574 127.0798280031778,37.552204788194544 127.07982208045813,37.552200908852555 127.07978886588485,37.552179352147554 127.07976921970787,37.55216823793385 127.07974657407411,37.552156621149216 127.07973633902706,37.55215211396617 127.07970856635794,37.552139959975804 127.07969858080115,37.55213594816916 127.0796756442177,37.552127458000975 127.07965817654578,37.55212176629039 127.07963775491834,37.55211579722437 127.07960832370152,37.55210841955791 127.07944917629099,37.55210829043824 127.07945804804177,37.552118609935626 127.07962007085715,37.55213047704958 127.07972146494649,37.552159232633784 127.07983391712443,37.55226517767359 127.07984629367108,37.55227217917158 127.07984497980647,37.55222785130479 127.07986186792067,37.55223120980644\" opacity=\"0.8\" /></g></svg>"
      ],
      "text/plain": [
       "<LINESTRING (127.08 37.552, 127.08 37.552, 127.08 37.552, 127.08 37.552, 127...>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#경계선\n",
    "map_GJ.geometry[0].boundary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f992c9eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\bbcc6\\AppData\\Local\\Temp\\ipykernel_34492\\633459616.py:2: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  map_GJ.geometry.centroid.head()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0    POINT (127.07970 37.55217)\n",
       "1    POINT (127.08211 37.55242)\n",
       "2    POINT (127.08233 37.55229)\n",
       "3    POINT (127.08059 37.55292)\n",
       "4    POINT (127.06543 37.53660)\n",
       "dtype: geometry"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#중심점\n",
    "map_GJ.geometry.centroid.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5d378669",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    True\n",
       "1    True\n",
       "2    True\n",
       "3    True\n",
       "4    True\n",
       "dtype: bool"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#도형이 유효한지\n",
    "map_GJ.geometry.is_valid.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c3a5007c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ True, False])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ.geometry.is_valid.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d831efc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"127.0794326686258 37.552091782773054 0.0004457069600647401 0.0001969040637135322\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,75.10438046960982)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"8.914139201294801e-06\" opacity=\"0.6\" d=\"M 127.07986186792067,37.55223120980644 L 127.0798534979887,37.5522246651574 L 127.0798280031778,37.552204788194544 L 127.07982208045813,37.552200908852555 L 127.07978886588485,37.552179352147554 L 127.07976921970787,37.55216823793385 L 127.07974657407411,37.552156621149216 L 127.07973633902706,37.55215211396617 L 127.07970856635794,37.552139959975804 L 127.07969858080115,37.55213594816916 L 127.0796756442177,37.552127458000975 L 127.07965817654578,37.55212176629039 L 127.07963775491834,37.55211579722437 L 127.07960832370152,37.55210841955791 L 127.07944917629099,37.55210829043824 L 127.07945804804177,37.552118609935626 L 127.07962007085715,37.55213047704958 L 127.07972146494649,37.552159232633784 L 127.07983391712443,37.55226517767359 L 127.07984629367108,37.55227217917158 L 127.07984497980647,37.55222785130479 L 127.07986186792067,37.55223120980644 z\" /></g></svg>"
      ],
      "text/plain": [
       "<POLYGON ((127.08 37.552, 127.08 37.552, 127.08 37.552, 127.08 37.552, 127.0...>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ.geometry[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9ff98678",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "POLYGON ((127.07986186792067 37.55223120980644, 127.0798534979887 37.5522246651574, 127.0798280031778 37.552204788194544, 127.07982208045813 37.552200908852555, 127.07978886588485 37.552179352147554, 127.07976921970787 37.55216823793385, 127.07974657407411 37.552156621149216, 127.07973633902706 37.55215211396617, 127.07970856635794 37.552139959975804, 127.07969858080115 37.55213594816916, 127.0796756442177 37.552127458000975, 127.07965817654578 37.55212176629039, 127.07963775491834 37.55211579722437, 127.07960832370152 37.55210841955791, 127.07944917629099 37.55210829043824, 127.07945804804177 37.552118609935626, 127.07962007085715 37.55213047704958, 127.07972146494649 37.552159232633784, 127.07983391712443 37.55226517767359, 127.07984629367108 37.55227217917158, 127.07984497980647 37.55222785130479, 127.07986186792067 37.55223120980644))\n"
     ]
    }
   ],
   "source": [
    "print(map_GJ.geometry[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3f20cb78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "51       False\n",
      "9422     False\n",
      "10303    False\n",
      "15355    False\n",
      "30475    False\n",
      "dtype: bool\n"
     ]
    }
   ],
   "source": [
    "print(map_GJ.geometry.is_valid[map_GJ.geometry.is_valid == False])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "bece85f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"127.06269732348063 37.53829126543584 0.00014423004316199695 0.00010715458581955772\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,75.0766896854575)\"><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.8846008632399387e-06\" opacity=\"0.6\" d=\"M 127.06274031066275,37.53830977687815 L 127.06276023574297,37.538309748527496 L 127.0627346652001,37.53829660728929 L 127.06270266533409,37.53834951215166 L 127.06280111588762,37.538393078168205 L 127.06283621167034,37.538348803183524 L 127.06276023574297,37.538309748527496 L 127.06276090211668,37.538322127823506 L 127.06274133968385,37.53832286777065 L 127.06274031066275,37.53830977687815 z\" /></g></svg>"
      ],
      "text/plain": [
       "<POLYGON ((127.063 37.538, 127.063 37.538, 127.063 37.538, 127.063 37.538, 1...>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ.geometry[51]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "76965dec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False\n",
      "True\n"
     ]
    }
   ],
   "source": [
    "invalid_area = map_GJ.geometry[51]\n",
    "print(invalid_area.is_valid)\n",
    "print(invalid_area.buffer(0).is_valid) # buffer로 보정\n",
    "map_GJ.geometry[51] = map_GJ.geometry[51].buffer(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e1344ce6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"127.06269732348063 37.53829126543584 0.00014423004316199695 0.00010715458581955772\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,75.0766896854575)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.8846008632399387e-06\" opacity=\"0.6\" d=\"M 127.06276023574297,37.538309748527496 L 127.0627346652001,37.53829660728929 L 127.06270266533409,37.53834951215166 L 127.06280111588762,37.538393078168205 L 127.06283621167034,37.538348803183524 L 127.06276023574297,37.538309748527496 z M 127.06274031066275,37.53830977687815 L 127.06276023574297,37.538309748527496 L 127.06276090211668,37.538322127823506 L 127.06274133968385,37.53832286777065 L 127.06274031066275,37.53830977687815 z\" /></g></svg>"
      ],
      "text/plain": [
       "<POLYGON ((127.063 37.538, 127.063 37.538, 127.063 37.538, 127.063 37.538, 1...>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ.geometry[51]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "cd5a62fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "map_GJ.geometry[9422] = map_GJ.geometry[51].buffer(0)\n",
    "map_GJ.geometry[10303] = map_GJ.geometry[51].buffer(0)\n",
    "map_GJ.geometry[15355] = map_GJ.geometry[51].buffer(0)\n",
    "map_GJ.geometry[30475] = map_GJ.geometry[51].buffer(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "afbd95ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Series([], dtype: bool)\n"
     ]
    }
   ],
   "source": [
    "print(map_GJ.geometry.is_valid[map_GJ.geometry.is_valid == False])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "75b34c81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ True])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_GJ.geometry.is_valid.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0cfd47ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "GJ = map_GJ\n",
    "ax = GJ.convex_hull.plot(color='black')\n",
    "GJ.plot(figsize=(5,5), ax=ax, color='pink')\n",
    "plt.title(\"convex_hull\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fcbdd02f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
